{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 线性不可分支持向量机\n",
    "## 任务：使用高斯核函数进行线性不可分，并观察gamma取值对模型复杂度的影响\n",
    "## 数据集：data/ex6data2.mat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import scipy.io as sio\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.svm import SVC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = sio.loadmat('./data/ex6data2.mat')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['__header__', '__version__', '__globals__', 'X', 'y'])"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((863, 2), (863, 1))"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X,y = data['X'],data['y']\n",
    "X.shape,y.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_data():\n",
    "    plt.scatter(X[:,0],X[:,1],c = y.flatten(), cmap ='jet')\n",
    "    plt.xlabel('x1')\n",
    "    plt.ylabel('y1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
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